TRUSTroke WP2 review and seminars

28 Sept 2023, 08:30 → 29 Sept 2023, 16:30 Europe/Zurich

CERN

The TRUSTroke project is funded by the European Union in the call HORIZON-HLTH-2022-STAYHLTH-01-two-stage under grant agreement No-101080564

Thursday 28 September

08:30 → 09:00 Arrival at CERN reception

09:00 → 12:00 TRUSTroke WP2 review (1/2)

• Federated Learning Algorithms
  - Implemented CERN/CNR/Polimi
  - FedAvg, FedOpt, FedProx, SCAFFOLD (DL)
  - XGBoost/LightGBM
  - non-IID data
• Privacy-preserving algorithms
  - Data leakage
  - Adversarial attacks
  - Trusted nodes
  - Differential Privacy
  - Homomorphic encryption
  - Federated Statistics/Analytics
• Communication Protocols:
  - MQTT
  - REST/gRPC
  - Encryption
  - Authentication
• CERN network and security

Speaker: Luigi Serio (CERN)

12:00 → 13:00 TRUSTroke webinar on Federated Learning

• FL theories and applications (Stefano Savazzi)
• Network, Security and privacy (Michele Carminati and Alessandro Redondi)
• CERN FL operating platform (CAFEIN) demo (Diogo Reis Santos)

Please use the link below to join the webinar:
https://cern.zoom.us/j/65647682273?pwd=ZFFtNEV3Y1dGSE95L2d4YnIySkkvQT09
Passcode: 033428

https://indico.cern.ch/e/trustrokewebinar

Speakers: Alessandro Redondi (Politecnico di Milano), Diogo Reis Santos (CERN), Luigi Serio (CERN), Michele Carminati (Politecnico di Milano), Stefano Savazzi (CNR)

cafein_demo.pdf

cafein_demo.pptx

FL webinar introduction.pdf

FL webinar introduction.pptx

Trustroke_FL_theory_webinar.pdf

Trustroke_FL_theory_webinar.pptx

[Trustroke] WP2 Webinar - Security and Privacy of Federated Learning Systems.pdf

[Trustroke] WP2 Webinar - Security and Privacy of Federated Learning Systems.pptx

WP2_webinar_net .pdf

WP2_webinar_net .pptx

13:00 → 14:30 Workshop lunch at R1

14:40 → 15:10 Visit to SynchroCyclotron - to introduce the role of CERN in fundamental research, up its contribution to TRUSTroke

The 600-MeV Synchrocyclotron (SC), which came into operation in 1957, was CERN’s first accelerator. It provided beams for CERN’s first experiments in particle and nuclear physics. In 1967, it began supplying beams for a dedicated radioactive-ion-beam facility called ISOLDE, which still carries out research ranging from pure nuclear physics to astrophysics and medical physics. In 1990 the SC closed down after 33 years of service.

Speaker: Alessandro Raimondo (CERN)

15:20 → 16:00 Visit to Data Centre - to show the servers/infrastructure where the TRUSTroke project algorithms will be hosted

The CERN Data Centre is the heart of CERN’s entire scientific, administrative, and computing infrastructure. All services, including email, scientific data management and videoconferencing use equipment based here.
The 450 000 processor cores and 10 000 servers run 24/7. Over 90% of the resources for computing in the Data Centre are provided through a private cloud based on OpenStack, an open-source project to deliver a massively scalable cloud operating system.

Speaker: Alessandro Raimondo (CERN)

19:00 → 21:00 Working dinner (Café de la Place - Meyrin)

Friday 29 September

09:00 → 10:30 The TRUSTroke Project and how AI and a CERN federated learning platform can assist clinician in the management of stroke patients

see https://indico.cern.ch/e/trustroke for more information

Speakers: Luigi Serio (CERN), Pietro Caliandro (Gemelli)

10:30 → 13:00 TRUSTroke WP2 review (2/2)

• Scalability and reliability
  - CERN and hospitals
  - Horizontal scaling and self-healing
  - Data drift, model degradation
  - Deployment, orchestration and management
  - Dashboard
• Tools for FL
  - NVFlare (398*)
  - MONAI (4.2k)
  - OpenMined (PySyft) (8.8k)
  - Flower (2.7k)
  - Substra (252)
  - Opacus (1.4k)
  - IBM FL (425)
  -WP2 and Tasks detailed activities review and planning

Speaker: Luigi Serio (CERN)

Trustroke_2023_09_28_polimi[1] - Read-Only.pdf

Trustroke_2023_09_28_polimi[1] - Read-Only.pdf

Trustroke_2023_09_28_polimi[1] - Read-Only.pptx

Trustroke_2023_09_28_polimi[1] - Read-Only.pptx

TRUSTroke_WP2_discussion[80] - Read-Only.pdf

TRUSTroke_WP2_discussion[80] - Read-Only.pptx

13:00 → 14:30 Workshop lunch at R1

14:30 → 16:00 TRUSTroke WP2 review (wrap-up)

Speaker: Luigi Serio (CERN)

16:00 → 16:30 Departure from CERN reception